Optimal strategy selection approach of moving target defense based on Markov time game
For the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the at...
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Format: | Article |
Language: | zho |
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Editorial Department of Journal on Communications
2020-01-01
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Series: | Tongxin xuebao |
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Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/ |
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author | Jinglei TAN Hengwei ZHANG Hongqi ZHANG Hui JIN Cheng LEI |
author_facet | Jinglei TAN Hengwei ZHANG Hongqi ZHANG Hui JIN Cheng LEI |
author_sort | Jinglei TAN |
collection | DOAJ |
description | For the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the attack and defense confrontation process of moving targets,the set of moving target attack and defense strategies was constructed.The dynamics of the single-stage moving target defense process was described by time game.The randomness of multi-stage moving target defense state transformation was described by Markov decision process.At the same time,by abstracting the use of resource vulnerability by attack-defense participants as the alternation of the control of the attack surface,the versatility of the game model was effectively guaranteed.On this basis,the existence of equilibrium was analyzed and proved,and the optimal strategy selection algorithm was designed.Finally,the practicality of the constructed model and the effectiveness of the algorithm are verified by an application example. |
format | Article |
id | doaj-art-380b825cf51141a5885b6ce613312c43 |
institution | Kabale University |
issn | 1000-436X |
language | zho |
publishDate | 2020-01-01 |
publisher | Editorial Department of Journal on Communications |
record_format | Article |
series | Tongxin xuebao |
spelling | doaj-art-380b825cf51141a5885b6ce613312c432025-01-14T07:18:21ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-01-0141425259732383Optimal strategy selection approach of moving target defense based on Markov time gameJinglei TANHengwei ZHANGHongqi ZHANGHui JINCheng LEIFor the problem that the existed game model was challenging to model the dynamic continuous characteristics of network attack and defense confrontation effectively,a method based on Markov time game was proposed to select the optimal strategy for moving target defense.Based on the analysis of the attack and defense confrontation process of moving targets,the set of moving target attack and defense strategies was constructed.The dynamics of the single-stage moving target defense process was described by time game.The randomness of multi-stage moving target defense state transformation was described by Markov decision process.At the same time,by abstracting the use of resource vulnerability by attack-defense participants as the alternation of the control of the attack surface,the versatility of the game model was effectively guaranteed.On this basis,the existence of equilibrium was analyzed and proved,and the optimal strategy selection algorithm was designed.Finally,the practicality of the constructed model and the effectiveness of the algorithm are verified by an application example.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/time gamemoving target attackmoving target defenseoptimal strategy selectionMarkov decision |
spellingShingle | Jinglei TAN Hengwei ZHANG Hongqi ZHANG Hui JIN Cheng LEI Optimal strategy selection approach of moving target defense based on Markov time game Tongxin xuebao time game moving target attack moving target defense optimal strategy selection Markov decision |
title | Optimal strategy selection approach of moving target defense based on Markov time game |
title_full | Optimal strategy selection approach of moving target defense based on Markov time game |
title_fullStr | Optimal strategy selection approach of moving target defense based on Markov time game |
title_full_unstemmed | Optimal strategy selection approach of moving target defense based on Markov time game |
title_short | Optimal strategy selection approach of moving target defense based on Markov time game |
title_sort | optimal strategy selection approach of moving target defense based on markov time game |
topic | time game moving target attack moving target defense optimal strategy selection Markov decision |
url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020003/ |
work_keys_str_mv | AT jingleitan optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame AT hengweizhang optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame AT hongqizhang optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame AT huijin optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame AT chenglei optimalstrategyselectionapproachofmovingtargetdefensebasedonmarkovtimegame |